CyberHarem/kitazawa_hagumi_bangdream

---
license: mit
task_categories:
- text-to-image
tags:
- art
- not-for-all-audiences
size_categories:
- n<1K
---

# Dataset of kitazawa_hagumi (BanG Dream!)

This is the dataset of kitazawa_hagumi (BanG Dream!), containing 93 images and their tags.

The core tags of this character are `short_hair, orange_hair, bangs, orange_eyes`, which are pruned in this dataset.

Images are crawled from many sites (e.g. danbooru, pixiv, zerochan ...), the auto-crawling system is powered by [DeepGHS Team](https://github.com/deepghs)([huggingface organization](https://huggingface.co/deepghs)).

## List of Packages

| Name | Images | Size | Download | Type | Description |
|:-----------------|---------:|:-----------|:---------------------------------------------------------------------------------------------------------------------------|:-----------|:---------------------------------------------------------------------|
| raw | 93 | 112.44 MiB | [Download](https://huggingface.co/datasets/CyberHarem/kitazawa_hagumi_bangdream/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 93 | 78.92 MiB | [Download](https://huggingface.co/datasets/CyberHarem/kitazawa_hagumi_bangdream/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 224 | 149.74 MiB | [Download](https://huggingface.co/datasets/CyberHarem/kitazawa_hagumi_bangdream/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 93 | 102.27 MiB | [Download](https://huggingface.co/datasets/CyberHarem/kitazawa_hagumi_bangdream/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 224 | 191.60 MiB | [Download](https://huggingface.co/datasets/CyberHarem/kitazawa_hagumi_bangdream/resolve/main/dataset-stage3-p480-1200.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |

### Load Raw Dataset with Waifuc

We provide raw dataset (including tagged images) for [waifuc](https://deepghs.github.io/waifuc/main/tutorials/installation/index.html) loading. If you need this, just run the following code

```python
import os
import zipfile

from huggingface_hub import hf_hub_download
from waifuc.source import LocalSource

# download raw archive file
zip_file = hf_hub_download(
repo_id='CyberHarem/kitazawa_hagumi_bangdream',
repo_type='dataset',
filename='dataset-raw.zip',
)

# extract files to your directory
dataset_dir = 'dataset_dir'
os.makedirs(dataset_dir, exist_ok=True)
with zipfile.ZipFile(zip_file, 'r') as zf:
zf.extractall(dataset_dir)

# load the dataset with waifuc
source = LocalSource(dataset_dir)
for item in source:
print(item.image, item.meta['filename'], item.meta['tags'])
```

## List of Clusters

List of tag clustering result, maybe some outfits can be mined here.

### Raw Text Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | Tags |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 0 | 6 |  |  |  |  |  | 1girl, looking_at_viewer, school_uniform, solo, antenna_hair, blush, happy_birthday, smile, dated, long_sleeves, white_sailor_collar, brown_dress, character_name, open_mouth, red_ribbon, upper_body, white_background |
| 1 | 8 |  |  |  |  |  | 1girl, looking_at_viewer, solo, blush, :d, collarbone, open_mouth, shirt, white_background, antenna_hair, brown_eyes, simple_background, upper_body, breasts, jacket |
| 2 | 9 |  |  |  |  |  | 1girl, looking_at_viewer, earrings, short_sleeves, holding, skirt, solo, frills, blush, hair_bow, hat, knee_boots, lace-up_boots, star_(symbol), thighhighs, white_gloves, blue_bow, confetti, electric_guitar, grin, open_mouth, shirt, standing, striped_bow, white_background |
| 3 | 7 |  |  |  |  |  | looking_at_viewer, smile, solo, animal_ears, shorts, 1girl, maple_leaf, tail, autumn_leaves, blush, hair_flower, japanese_clothes, open_mouth, bow, detached_sleeves, earrings, frills, long_sleeves, one_eye_closed, tassel |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | looking_at_viewer | school_uniform | solo | antenna_hair | blush | happy_birthday | smile | dated | long_sleeves | white_sailor_collar | brown_dress | character_name | open_mouth | red_ribbon | upper_body | white_background | :d | collarbone | shirt | brown_eyes | simple_background | breasts | jacket | earrings | short_sleeves | holding | skirt | frills | hair_bow | hat | knee_boots | lace-up_boots | star_(symbol) | thighhighs | white_gloves | blue_bow | confetti | electric_guitar | grin | standing | striped_bow | animal_ears | shorts | maple_leaf | tail | autumn_leaves | hair_flower | japanese_clothes | bow | detached_sleeves | one_eye_closed | tassel |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------------|:-----------------|:-------|:---------------|:--------|:-----------------|:--------|:--------|:---------------|:----------------------|:--------------|:-----------------|:-------------|:-------------|:-------------|:-------------------|:-----|:-------------|:--------|:-------------|:--------------------|:----------|:---------|:-----------|:----------------|:----------|:--------|:---------|:-----------|:------|:-------------|:----------------|:----------------|:-------------|:---------------|:-----------|:-----------|:------------------|:-------|:-----------|:--------------|:--------------|:---------|:-------------|:-------|:----------------|:--------------|:-------------------|:------|:-------------------|:-----------------|:---------|
| 0 | 6 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 1 | 8 |  |  |  |  |  | X | X | | X | X | X | | | | | | | | X | | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 2 | 9 |  |  |  |  |  | X | X | | X | | X | | | | | | | | X | | | X | | | X | | | | | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | |
| 3 | 7 |  |  |  |  |  | X | X | | X | | X | | X | | X | | | | X | | | | | | | | | | | X | | | | X | | | | | | | | | | | | | | X | X | X | X | X | X | X | X | X | X | X |

原始信息汇总

数据集概述

数据集名称

Dataset of kitazawa_hagumi (BanG Dream!)

数据集描述

该数据集包含93张图片及其标签，主要标签为short_hair, orange_hair, bangs, orange_eyes。

数据集大小

• 总图片数：93张
• 数据集大小分类：n<1K

数据集下载

以下是不同版本的下载链接和描述：

名称	图片数	大小	下载链接	类型	描述
raw	93	112.44 MiB	Download	Waifuc-Raw	原始数据，包含元信息（最小边对齐到1400像素，如果更大）。
800	93	78.92 MiB	Download	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	224	149.74 MiB	Download	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素。
1200	93	102.27 MiB	Download	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	224	191.60 MiB	Download	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素。

标签聚类结果

以下是标签聚类结果的示例：

原始文本版本

#	样本数	图片1	图片2	图片3	图片4	图片5	标签
0	6						1girl, looking_at_viewer, school_uniform, solo, antenna_hair, blush, happy_birthday, smile, dated, long_sleeves, white_sailor_collar, brown_dress, character_name, open_mouth, red_ribbon, upper_body, white_background
1	8						1girl, looking_at_viewer, solo, blush, :d, collarbone, open_mouth, shirt, white_background, antenna_hair, brown_eyes, simple_background, upper_body, breasts, jacket
2	9						1girl, looking_at_viewer, earrings, short_sleeves, holding, skirt, solo, frills, blush, hair_bow, hat, knee_boots, lace-up_boots, star_(symbol), thighhighs, white_gloves, blue_bow, confetti, electric_guitar, grin, open_mouth, shirt, standing, striped_bow, white_background
3	7						looking_at_viewer, smile, solo, animal_ears, shorts, 1girl, maple_leaf, tail, autumn_leaves, blush, hair_flower, japanese_clothes, open_mouth, bow, detached_sleeves, earrings, frills, long_sleeves, one_eye_closed, tassel